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| 1 | Deep-learning-based inverse design model for intelligent discovery of organic molecules显示文摘The discovery of high-performance functional materials is crucial for overcoming technical issues in modern industries.Extensive efforts have been devoted toward accelerating and facilitating this process,not only experimentally but also from the viewpoint of materials design.Recently,machine learning has attracted considerable attention,as it can provide rational guidelines for efficient material exploration without time-consuming iterations or prior human knowledge.In this regard,here we develop an inverse design model based on a deep encoder-decoder architecture for targeted molecular design.Inspired by neural machine language translation,the deep neural network encoder extracts hidden features between molecular structures and their material properties,while the recurrent neural network decoder reconstructs the extracted features into new molecular structures having the target properties.In material design tasks,the proposed fully data-driven methodology successfully learned design rules from the given databases and generated promising light-absorbing molecules and host materials for a phosphorescent organic light-emitting diode by creating new ligands and combinatorial rules. | Kyungdoc Kim Seokho Kang Jiho Yoo Youngchun Kwon Youngmin Nam Dongseon Lee Inkoo Kim Youn-Suk Choi Yongsik Jung Sangmo Kim Won-Joon Son Jhunmo Son Hyo Sug Lee Sunghan Kim Jaikwang Shin Sungwoo Hwang | 2018 | npj Computational Materials2018，，1： | 4 |
| 2 | Mechanical wet-milling and subsequent consolidation of ultra-fine Al_2O_3-(ZrO_2+3%Y_2O_3) bioceramics by using high-frequency induction heat sintering显示文摘Alumina/zirconia composites were synthesized by wet-milling technique and rapid consolidation with high frequency induction heat sintering(HFIHS). The starting materials were a mixture of alumina micro-powder (80%, volume fraction) and 3YSZ nano-powders (20%). The mixtures were optimized for good sintering behaviors and mechanical properties. Nano-crystalline grains are obtained after 24 h milling. The nano-structured powder compacts are then processed to full density at different temperatures by HFIHS. Effects of temperature on the mechanical and microstructure properties were studied. Al2O3-3YSZ composites with higher mechanical properties and small grain size are successfully developed at relatively low temperatures through this technique. | Khalil Abdelrazek KHALIL Sug Won KIM | 2007 | 中国有色金属学会会刊:英文版2007，17，1： | 4 |
| 3 | Somatic mutations of Fas(Apo-1/CD95) gene in cutaneous squamous cell carcinoma arising from a burn scar显示文摘 | Sug Hyung Lee Min Sun Shin Hong Sug Kim | 2000 | J Invest Dermatol2000，114，1： | 1 |
| 4 | Effect of looking at the car that fol- lows in an optimal velocity model of traffic flow显示文摘 | Nakayama Y Sug iy ama Y Hasebe K | 2002 | Phys Rev E2002，65，01： | 1 |
| 5 | Specific inhibition of FGF-2 signaling with 2 ()-sulfated octasaccharides of heparan sul- fate显示文摘 | ASHIKARI-HADA S HABUCHI H SUG AYA N | 2009 | Glycobiology2009，19，6： | 1 |
| 6 | A multiphase, modular, bidirectional, triple-voltage DC-DC converter for hybrid and fuel cell vehicle power systems显示文摘 | SuG Tang L | 2008 | IEEE Transactions on Power Electronics2008，23，6： | 1 |
| 7 | Mutational Analysis of WTX Gene in Wnt/ β-Catenin Pathway in Gastric, Colorectal, and Hepatocellular Carcinomas显示文摘 | Nam J. Yoo S. Kim Sug H. Lee | 2009 | Digestive Diseases and Sciences2009，，5： | 1 |
| 8 | Knowledge of stroke risk factors, warning symptoms, and treatment among an Australian urban population显示文摘 | Sug Yoon S Heller RF Levi C | 2001 | Stroke2001，32，： | 1 |
| 9 | Inactivating mutations of caspase-8 gene in colorectal carcinomas显示文摘 | Hong Sug Kim Jong Woo Lee Young Hwa Soung Won Sang Park Su Young Kim Jong Heun Lee Jik Young Park Youg Gu Cho Chang Jae Kim Seong Whan Jeong Suk Woo Nam Sang Ho Kim Jung Young Lee Nam Jin Yoo Sug Hyung Lee | 2003 | Gastroenterology2003，，3： | 1 |
| 10 | Knowledge of Stroke Risk Factors, Warning Symptoms, and Treatment Among an Australian Urban Population显示文摘 | Sung Sug Yoon Richard F. Heller Christopher Levi John Wiggers Patrick E. Fitzgerald | 2001 | Stroke: Journal of the American Heart Association2001，，8： | 1 |
| 11 | Mutational Analysis of WTX Gene in Wnt/ β-Catenin Pathway in Gastric, Colorectal, and Hepatocellular Carcinomas显示文摘 | Nam J. Yoo S. Kim Sug H. Lee | 2009 | Digestive Diseases and Sciences2009，，5： | 1 |
| 12 | Knowledge of stroke risk factors,warning symptoms,and treatment among an Australian urban population显示文摘 | Heller RF Levi C | 2001 | Stroke2001，32，： | 1 |
| 13 | Mutations of β‐catenin and AXIN I genes are a late event in human hepatocellular carcinogenesis显示文摘 | Jik YoungPark Won SangPark Suk WooNam Su YoungKim Sug HyungLee Nam JinYoo Jung YoungLee Cheol KeunPark | 2005 | Liver International2005，，1： | 1 |
| 14 | Automatic tracking of welding line by autonomous mobile robot for welding of plates (Tracking of linear and angled welding lines) 显示文摘 | Sugs Y Muto A | 1997 | Transactions of the Japan Society of Mechanical Engineers Part C1997，63，612： | 1 |
| 15 | Multimedia case -based learning to enhance pre -service teachers' knowledge inte- gration for teaching with technologies 显示文摘 | Insook Han Miri Eom Won Sug Shin | 2013 | ( 34 ) : 122 - 1292013，，34： | 1 |
| 16 | Insulin suppresses endothelial secretion of C-type natriuretic peptide,a novel endothelium-derived relaxing peptide显示文摘 | Igaki T Itoh H Sugs S | 1996 | Diabetes1996，45，3： | 1 |
| 17 | Mutational analysis of splicing machinery genes SF3B1, U2AF1 and SRSF2 in myelodysplasia and other common tumors显示文摘 | Eun Mi Je Nam Jin Yoo Yoo Jin Kim Myung Shin Kim Sug Hyung Lee | 2013 | Int J Cancer2013，，1： | 1 |
| 18 | Third - generation prospect theory显示文摘 | ULRICH SCH MIDT CHRIS ST ARMER ROBERT SUG DEN | 2008 | J Risk Uncertain- ty2008，36，20： | 1 |
| 19 | Mutational analysis of noxa gene in human cancers显示文摘 | LEE SUG HYUNG etc | 2003 | APMIS2003，111，6： | 1 |
| 20 | 1 Allergic bronch ialasthm a: a irw ay inf lamm at ion and hyperrespons iveness 显示文摘 | Sug ira M Kurib ayash iK Nakagom iT eta | 2009 | InternMed2009，42，8： | 1 |
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